{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_19.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "mpg= pd.read_csv(\"http://goo.gl/uEeRGu\") "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>manufacturer</th>\n",
       "      <th>model</th>\n",
       "      <th>displ</th>\n",
       "      <th>year</th>\n",
       "      <th>cyl</th>\n",
       "      <th>trans</th>\n",
       "      <th>drv</th>\n",
       "      <th>cty</th>\n",
       "      <th>hwy</th>\n",
       "      <th>fl</th>\n",
       "      <th>class</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>18</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>1.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m5)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>29</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>manual(m6)</td>\n",
       "      <td>f</td>\n",
       "      <td>20</td>\n",
       "      <td>31</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2008</td>\n",
       "      <td>4</td>\n",
       "      <td>auto(av)</td>\n",
       "      <td>f</td>\n",
       "      <td>21</td>\n",
       "      <td>30</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>audi</td>\n",
       "      <td>a4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>1999</td>\n",
       "      <td>6</td>\n",
       "      <td>auto(l5)</td>\n",
       "      <td>f</td>\n",
       "      <td>16</td>\n",
       "      <td>26</td>\n",
       "      <td>p</td>\n",
       "      <td>compact</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  manufacturer model  displ  year  cyl       trans drv  cty  hwy fl    class\n",
       "0         audi    a4    1.8  1999    4    auto(l5)   f   18   29  p  compact\n",
       "1         audi    a4    1.8  1999    4  manual(m5)   f   21   29  p  compact\n",
       "2         audi    a4    2.0  2008    4  manual(m6)   f   20   31  p  compact\n",
       "3         audi    a4    2.0  2008    4    auto(av)   f   21   30  p  compact\n",
       "4         audi    a4    2.8  1999    6    auto(l5)   f   16   26  p  compact"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpg.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"a336be69-5855-4e02-9bbb-adf4f438a76f\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#a336be69-5855-4e02-9bbb-adf4f438a76f"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 31, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 30, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 25, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 27, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a6 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 4.2, \"hwy\": 23, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 15, \"cty\": 11, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"r\", \"year\": 1999, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.0, \"hwy\": 17, \"cty\": 12, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 23, \"cty\": 15, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"auto(l4)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 25, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 7.0, \"hwy\": 24, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 14, \"cty\": 11, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.5, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 2.4, \"hwy\": 27, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 30, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 3.1, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.5, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 2.4, \"hwy\": 24, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 17, \"cty\": 11, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 22, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 21, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 18, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 17, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 16, \"cty\": 12, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": 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{\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": 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\"hwy\": 25, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 27, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"impreza awd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"subaru\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.4, \"hwy\": 17, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"4runner 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"4runner 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"4runner 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 2.2, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.2, \"hwy\": 27, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.5, \"hwy\": 28, \"cty\": 19, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 2.2, \"hwy\": 27, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.2, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 31, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.0, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"camry solara\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"camry solara\", \"trans\": \"auto(s5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 30, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 33, \"cty\": 24, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 35, \"cty\": 26, \"drv\": \"f\", \"year\": 1999, \"model\": \"corolla\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 37, \"cty\": 28, \"drv\": \"f\", \"year\": 2008, \"model\": \"corolla\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 35, \"cty\": 26, \"drv\": \"f\", \"year\": 2008, \"model\": \"corolla\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 4.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"land cruiser wagon 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"land cruiser wagon 4wd\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 22, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 17, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 18, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 33, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 35, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.9, \"hwy\": 41, \"cty\": 29, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 28, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 19, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}]}, \"encoding\": {\"y\": {\"aggregate\": \"count\", \"field\": \"*\"}, \"color\": {\"field\": \"class\", \"type\": \"nominal\"}, \"x\": {\"field\": \"displ\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 500.0, \"height\": 200.0}, \"mark\": {\"barThinSize\": 6.0}}, \"mark\": \"bar\"};\n",
       "var selector = \"#a336be69-5855-4e02-9bbb-adf4f438a76f\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#a336be69-5855-4e02-9bbb-adf4f438a76f"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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"
     },
     "metadata": {
      "jupyter-vega": "#a336be69-5855-4e02-9bbb-adf4f438a76f"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "Chart(mpg).mark_bar(barThinSize=6).encode(x=X('displ'),\n",
    "                            y=Y('count(*)'),\n",
    "                             color='class'\n",
    "                               ).configure_cell(width=500, height=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Target 2- Fixed # bins\n",
    "\n",
    "![](http://r-statistics.co/screenshots/ggplot_masterlist_20.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"vega-embed\" id=\"66d565b5-1df2-43e5-bea5-b435533b7d6e\"></div>\n",
       "\n",
       "<style>\n",
       ".vega-embed svg, .vega-embed canvas {\n",
       "  border: 1px dotted gray;\n",
       "}\n",
       "\n",
       ".vega-embed .vega-actions a {\n",
       "  margin-right: 6px;\n",
       "}\n",
       "</style>\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#66d565b5-1df2-43e5-bea5-b435533b7d6e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "application/javascript": [
       "var spec = {\"data\": {\"values\": [{\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 31, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 30, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"a4\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 27, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"a4\", \"trans\": \"auto(av)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 1.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 25, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 20, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 27, \"cty\": 19, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 1999, \"model\": \"a4 quattro\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"a4 quattro\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"a6 quattro\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 3.1, \"hwy\": 25, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 6}, {\"displ\": 4.2, \"hwy\": 23, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"a6 quattro\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"audi\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 15, \"cty\": 11, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 20, \"cty\": 14, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"r\", \"year\": 1999, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.0, \"hwy\": 17, \"cty\": 12, \"drv\": \"r\", \"year\": 2008, \"model\": \"c1500 suburban 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 23, \"cty\": 15, \"drv\": \"r\", \"year\": 1999, \"model\": \"corvette\", \"trans\": \"auto(l4)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 26, \"cty\": 16, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.2, \"hwy\": 25, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 7.0, \"hwy\": 24, \"cty\": 15, \"drv\": \"r\", \"year\": 2008, \"model\": \"corvette\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"2seater\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.3, \"hwy\": 14, \"cty\": 11, \"drv\": \"4\", \"year\": 2008, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 6.5, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"k1500 tahoe 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"suv\", \"manufacturer\": \"chevrolet\", \"cyl\": 8}, {\"displ\": 2.4, \"hwy\": 27, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 2.4, \"hwy\": 30, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 4}, {\"displ\": 3.1, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.5, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"malibu\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"midsize\", \"manufacturer\": \"chevrolet\", \"cyl\": 6}, {\"displ\": 2.4, \"hwy\": 24, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l3)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 4}, {\"displ\": 3.0, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 22, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.3, \"hwy\": 17, \"cty\": 11, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"e\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 22, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 21, \"cty\": 15, \"drv\": \"f\", \"year\": 1999, \"model\": \"caravan 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 2008, \"model\": \"caravan 2wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"minivan\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.7, \"hwy\": 18, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 3.9, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 6}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 19, \"cty\": 14, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 17, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"dakota pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", 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\"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 18, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"durango 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"durango 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 16, \"cty\": 12, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 16, \"cty\": 12, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.7, \"hwy\": 12, \"cty\": 9, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"e\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.2, \"hwy\": 16, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.7, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 5.9, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"ram 1500 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"dodge\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 17, \"cty\": 11, \"drv\": \"r\", \"year\": 1999, \"model\": \"expedition 2wd\", \"trans\": \"auto(l4)\", \"fl\": 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\"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.6, \"hwy\": 19, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"explorer 4wd\", \"trans\": \"auto(l6)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.0, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"explorer 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"suv\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 4.2, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"f150 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.2, \"hwy\": 17, \"cty\": 14, \"drv\": \"4\", \"year\": 1999, \"model\": \"f150 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.6, \"hwy\": 16, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"f150 pickup 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 16, \"cty\": 13, \"drv\": \"4\", \"year\": 1999, \"model\": \"f150 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 4.6, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"f150 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 15, \"cty\": 11, \"drv\": \"4\", \"year\": 1999, \"model\": \"f150 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 5.4, \"hwy\": 17, \"cty\": 13, \"drv\": \"4\", \"year\": 2008, \"model\": \"f150 pickup 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"ford\", \"cyl\": 8}, {\"displ\": 3.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"r\", \"year\": 1999, \"model\": \"mustang\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 3.8, \"hwy\": 25, \"cty\": 18, \"drv\": \"r\", \"year\": 1999, \"model\": \"mustang\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 26, \"cty\": 17, \"drv\": \"r\", \"year\": 2008, \"model\": \"mustang\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 24, \"cty\": 16, \"drv\": \"r\", \"year\": 2008, \"model\": \"mustang\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"ford\", \"cyl\": 6}, {\"displ\": 4.6, \"hwy\": 21, \"cty\": 15, \"drv\": \"r\", \"year\": 1999, \"model\": \"mustang\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"subcompact\", 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\"class\": \"suv\", \"manufacturer\": \"toyota\", \"cyl\": 8}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 2.7, \"hwy\": 22, \"cty\": 17, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 4}, {\"displ\": 3.4, \"hwy\": 17, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 3.4, \"hwy\": 19, \"cty\": 15, \"drv\": \"4\", \"year\": 1999, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 18, \"cty\": 15, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"manual(m6)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 4.0, \"hwy\": 20, \"cty\": 16, \"drv\": \"4\", \"year\": 2008, \"model\": \"toyota tacoma 4wd\", \"trans\": \"auto(l5)\", \"fl\": \"r\", \"class\": \"pickup\", \"manufacturer\": \"toyota\", \"cyl\": 6}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"gti\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"gti\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 33, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 22, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.8, \"hwy\": 23, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 24, \"cty\": 17, \"drv\": \"f\", \"year\": 1999, \"model\": \"jetta\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"compact\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 1.9, \"hwy\": 44, \"cty\": 35, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.9, \"hwy\": 41, \"cty\": 29, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"d\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 26, \"cty\": 19, \"drv\": \"f\", \"year\": 1999, \"model\": \"new beetle\", \"trans\": \"auto(l4)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.5, \"hwy\": 28, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"manual(m5)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 2.5, \"hwy\": 29, \"cty\": 20, \"drv\": \"f\", \"year\": 2008, \"model\": \"new beetle\", \"trans\": \"auto(s6)\", \"fl\": \"r\", \"class\": \"subcompact\", \"manufacturer\": \"volkswagen\", \"cyl\": 5}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 1.8, \"hwy\": 29, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 28, \"cty\": 19, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.0, \"hwy\": 29, \"cty\": 21, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"manual(m6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 4}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 16, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"auto(l5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 2.8, \"hwy\": 26, \"cty\": 18, \"drv\": \"f\", \"year\": 1999, \"model\": \"passat\", \"trans\": \"manual(m5)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}, {\"displ\": 3.6, \"hwy\": 26, \"cty\": 17, \"drv\": \"f\", \"year\": 2008, \"model\": \"passat\", \"trans\": \"auto(s6)\", \"fl\": \"p\", \"class\": \"midsize\", \"manufacturer\": \"volkswagen\", \"cyl\": 6}]}, \"encoding\": {\"y\": {\"aggregate\": \"count\", \"field\": \"*\"}, \"color\": {\"field\": \"class\", \"type\": \"nominal\"}, \"x\": {\"bin\": {\"maxbins\": 5.0}, \"field\": \"displ\", \"type\": \"quantitative\"}}, \"config\": {\"cell\": {\"width\": 500.0, \"height\": 200.0}, \"mark\": {\"barThinSize\": 6.0}}, \"mark\": \"bar\"};\n",
       "var selector = \"#66d565b5-1df2-43e5-bea5-b435533b7d6e\";\n",
       "var type = \"vega-lite\";\n",
       "\n",
       "var output_area = this;\n",
       "require(['nbextensions/jupyter-vega/index'], function(vega) {\n",
       "  vega.render(selector, spec, type, output_area);\n",
       "}, function (err) {\n",
       "  if (err.requireType !== 'scripterror') {\n",
       "    throw(err);\n",
       "  }\n",
       "});\n"
      ]
     },
     "metadata": {
      "jupyter-vega": "#66d565b5-1df2-43e5-bea5-b435533b7d6e"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {
      "jupyter-vega": "#66d565b5-1df2-43e5-bea5-b435533b7d6e"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from altair import *\n",
    "Chart(mpg).mark_bar(barThinSize=6).encode(x=X('displ',bin=Bin(\n",
    "            maxbins=5.0,\n",
    "        )),\n",
    "                            y=Y('count(*)'),\n",
    "                             color='class'\n",
    "                               ).configure_cell(width=500, height=200)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
